{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Chap1 EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T00:59:49.528852Z",
     "start_time": "2018-12-26T00:59:49.194Z"
    }
   },
   "outputs": [],
   "source": [
    "# set the path\n",
    "setwd(getwd())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T01:01:26.306193Z",
     "start_time": "2018-12-26T01:01:26.277Z"
    }
   },
   "outputs": [],
   "source": [
    "# Location estimate\n",
    "state <- read.csv(\"../psds_data/state.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T01:02:02.486486Z",
     "start_time": "2018-12-26T01:02:02.391Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "6162876.3"
      ],
      "text/latex": [
       "6162876.3"
      ],
      "text/markdown": [
       "6162876.3"
      ],
      "text/plain": [
       "[1] 6162876"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean(state[[\"Population\"]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T01:02:26.326937Z",
     "start_time": "2018-12-26T01:02:26.298Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "4783697.125"
      ],
      "text/latex": [
       "4783697.125"
      ],
      "text/markdown": [
       "4783697.125"
      ],
      "text/plain": [
       "[1] 4783697"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean(state[[\"Population\"]], trim = 0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T01:03:06.998529Z",
     "start_time": "2018-12-26T01:03:06.967Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "4436369.5"
      ],
      "text/latex": [
       "4436369.5"
      ],
      "text/markdown": [
       "4436369.5"
      ],
      "text/plain": [
       "[1] 4436370"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "median(state[[\"Population\"]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T01:05:09.643874Z",
     "start_time": "2018-12-26T01:05:09.614Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "4.44583398112339"
      ],
      "text/latex": [
       "4.44583398112339"
      ],
      "text/markdown": [
       "4.44583398112339"
      ],
      "text/plain": [
       "[1] 4.445834"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "weighted.mean(state[[\"Murder.Rate\"]], w=state[[\"Population\"]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T01:08:46.712777Z",
     "start_time": "2018-12-26T01:08:46.676Z"
    }
   },
   "outputs": [],
   "source": [
    "library(\"matrixStats\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T01:09:29.696120Z",
     "start_time": "2018-12-26T01:09:29.667Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "4.4"
      ],
      "text/latex": [
       "4.4"
      ],
      "text/markdown": [
       "4.4"
      ],
      "text/plain": [
       "[1] 4.4"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "weightedMedian(state[[\"Murder.Rate\"]], w=state[[\"Population\"]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T01:23:49.735299Z",
     "start_time": "2018-12-26T01:23:49.709Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "6848235.34740114"
      ],
      "text/latex": [
       "6848235.34740114"
      ],
      "text/markdown": [
       "6848235.34740114"
      ],
      "text/plain": [
       "[1] 6848235"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Variability Estimate\n",
    "sd(state[[\"Population\"]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T01:24:07.900525Z",
     "start_time": "2018-12-26T01:24:07.872Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "4847308"
      ],
      "text/latex": [
       "4847308"
      ],
      "text/markdown": [
       "4847308"
      ],
      "text/plain": [
       "[1] 4847308"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "IQR(state[[\"Population\"]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T01:24:28.569903Z",
     "start_time": "2018-12-26T01:24:28.534Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "3849870.3852"
      ],
      "text/latex": [
       "3849870.3852"
      ],
      "text/markdown": [
       "3849870.3852"
      ],
      "text/plain": [
       "[1] 3849870"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mad(state[[\"Population\"]])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这里提到比较关键的一点就是为了保证MAD与标准差的有相同的scale，R默认会乘上一个`constant scaling factor`,默认为`1.4826`.我们也可以验算一下。如下所示，这里的`myMad`是原始的MAD。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T01:30:39.458091Z",
     "start_time": "2018-12-26T01:30:39.420Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "1.4826"
      ],
      "text/latex": [
       "1.4826"
      ],
      "text/markdown": [
       "1.4826"
      ],
      "text/plain": [
       "[1] 1.4826"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "med <- median(state[[\"Population\"]])\n",
    "myMad <- median(abs(state[[\"Population\"]] - med))\n",
    "mad(state[[\"Population\"]])/myMad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T01:37:04.642815Z",
     "start_time": "2018-12-26T01:37:04.616Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<dl class=dl-horizontal>\n",
       "\t<dt>5%</dt>\n",
       "\t\t<dd>1.6</dd>\n",
       "\t<dt>25%</dt>\n",
       "\t\t<dd>2.425</dd>\n",
       "\t<dt>50%</dt>\n",
       "\t\t<dd>4</dd>\n",
       "\t<dt>76%</dt>\n",
       "\t\t<dd>5.6</dd>\n",
       "\t<dt>95%</dt>\n",
       "\t\t<dd>6.51</dd>\n",
       "</dl>\n"
      ],
      "text/latex": [
       "\\begin{description*}\n",
       "\\item[5\\textbackslash{}\\%] 1.6\n",
       "\\item[25\\textbackslash{}\\%] 2.425\n",
       "\\item[50\\textbackslash{}\\%] 4\n",
       "\\item[76\\textbackslash{}\\%] 5.6\n",
       "\\item[95\\textbackslash{}\\%] 6.51\n",
       "\\end{description*}\n"
      ],
      "text/markdown": [
       "5%\n",
       ":   1.625%\n",
       ":   2.42550%\n",
       ":   476%\n",
       ":   5.695%\n",
       ":   6.51\n",
       "\n"
      ],
      "text/plain": [
       "   5%   25%   50%   76%   95% \n",
       "1.600 2.425 4.000 5.600 6.510 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# quantile\n",
    "quantile(state[[\"Murder.Rate\"]], p=c(0.05, 0.25, 0.5, 0.76, 0.95))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T01:39:32.010705Z",
     "start_time": "2018-12-26T01:39:31.948Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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wYWo/eiuzoEZ8XAYnQCX16X4KwYWAxf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\n7v+mYVD0lkBILgAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# boxplot\n",
    "options(repr.plot.width=4, repr.plot.height=4)  # plot size\n",
    "boxplot(state[[\"Population\"]]/100000, ylab=\"Population(millions)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T02:46:29.801113Z",
     "start_time": "2018-12-26T02:46:29.772Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pop_freq\n",
       "[5.64e+05,4.23e+06]  (4.23e+06,7.9e+06]  (7.9e+06,1.16e+07] (1.16e+07,1.52e+07] \n",
       "                 24                  14                   6                   2 \n",
       "(1.52e+07,1.89e+07] (1.89e+07,2.26e+07] (2.26e+07,2.62e+07] (2.62e+07,2.99e+07] \n",
       "                  1                   1                   1                   0 \n",
       "(2.99e+07,3.36e+07] (3.36e+07,3.73e+07] \n",
       "                  0                   1 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "breaks <- seq(from=min(state[[\"Population\"]]), to=max(state[[\"Population\"]]), length=11)\n",
    "pop_freq <- cut(state[[\"Population\"]], breaks=breaks, right=TRUE, include.lowest = TRUE)\n",
    "state['PopFreq'] <- pop_freq\n",
    "table(pop_freq)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T02:47:52.553108Z",
     "start_time": "2018-12-26T02:47:52.378Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Attaching package: ‘ascii’\n",
      "\n",
      "The following object is masked from ‘package:tidyr’:\n",
      "\n",
      "    expand\n",
      "\n",
      "Warning message in rep(rownames, length = nrow(x)):\n",
      "“'x' is NULL so the result will be NULL”Warning message in rep(colnames, length = ncol(x)):\n",
      "“'x' is NULL so the result will be NULL”"
     ]
    },
    {
     "data": {
      "text/plain": [
       ".A frequency table of population by state.\n",
       "|============================================================================================================================== \n",
       "<h| BinNumber >h| BinRange              >h| Count <h| States                                                                  \n",
       "<| 1         >| 563,626-4,232,658     >| 24    <| WY,VT,ND,AK,SD,DE,MT,RI,NH,ME,HI,ID,NE,WV,NM,NV,UT,KS,AR,MS,IA,CT,OK,OR \n",
       "<| 2         >| 4,232,659-7,901,691   >| 14    <| KY,LA,SC,AL,CO,MN,WI,MD,MO,TN,AZ,IN,MA,WA                               \n",
       "<| 3         >| 7,901,692-11,570,724  >| 6     <| VA,NJ,NC,GA,MI,OH                                                       \n",
       "<| 4         >| 11,570,725-15,239,757 >| 2     <| PA,IL                                                                   \n",
       "<| 5         >| 15,239,758-18,908,790 >| 1     <| FL                                                                      \n",
       "<| 6         >| 18,908,791-22,577,823 >| 1     <| NY                                                                      \n",
       "<| 7         >| 22,577,824-26,246,856 >| 1     <| TX                                                                      \n",
       "<| 8         >| 26,246,857-29,915,889 >| 0     <|                                                                         \n",
       "<| 9         >| 29,915,890-33,584,922 >| 0     <|                                                                         \n",
       "<| 10        >| 33,584,923-37,253,956 >| 1     <| CA                                                                      \n",
       "|============================================================================================================================== "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "library(ggplot2)\n",
    "library(dplyr)\n",
    "library(descr)\n",
    "library(tidyr)\n",
    "library(ascii)\n",
    "## Code for FreqTable\n",
    "state_abb <- state %>%\n",
    "  arrange(Population) %>%\n",
    "  group_by(PopFreq) %>%\n",
    "  summarize(state = paste(Abbreviation, collapse=\",\"), .drop=FALSE) %>%\n",
    "  complete(PopFreq, fill=list(state='')) %>%\n",
    "  select(state) \n",
    "\n",
    "state_abb <- unlist(state_abb)\n",
    "\n",
    "lower_br <- formatC(breaks[1:10], format=\"d\", digits=0, big.mark=\",\")\n",
    "upper_br <- formatC(c(breaks[2:10]-1, breaks[11]), format=\"d\", digits=0, big.mark=\",\")\n",
    "\n",
    "pop_table <- data.frame(\"BinNumber\"=1:10,\n",
    "                        \"BinRange\"=paste(lower_br, upper_br, sep=\"-\"),\n",
    "                        \"Count\"=as.numeric(table(pop_freq)),\n",
    "                        \"States\"=state_abb)\n",
    "ascii(pop_table, include.rownames=FALSE, digits=c(0, 0, 0, 0), align=c(\"l\", \"r\", \"r\", \"l\"), \n",
    "      caption=\"A frequency table of population by state.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T01:52:36.219364Z",
     "start_time": "2018-12-26T01:52:36.169Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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rr1uckiMjB33UHHgQR2KT6BmxaJDC4o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\nBu//ASb9T9QnCSOJAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist(state[[\"Population\"]], breaks=breaks, main = \"\", xlab = \"Population\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T02:00:13.130100Z",
     "start_time": "2018-12-26T02:00:13.058Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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HR0Dhw4EBQUtHPnzuPHjycmJsqHZuvp6VlaWs6YMWPu3Lmurq5cVahhSUmKJTjQ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\nTkSuQmCC",
      "text/plain": [
       "Plot with title “”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist(state[[\"Murder.Rate\"]], freq = FALSE, main=\"\", xlab=\"Murder Rate(per 100,000)\")\n",
    "lines(density(state[[\"Murder.Rate\"]]), lwd=3, col=\"blue\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T02:40:31.863863Z",
     "start_time": "2018-12-26T02:40:31.792Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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/zEmYuvqKh/b+Mf5gz8Z7a9BbzhqYg6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\nkwAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# bar char\n",
    "dfw <- read.csv(\"../psds_data/dfw_airline.csv\")\n",
    "barplot(as.matrix(dfw)/6, cex.axis=.8, cex.names=0.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T03:35:16.482572Z",
     "start_time": "2018-12-26T03:35:07.482Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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oH7wNaNrl29QkRt27blr5VfocooUhRValgib2dZpL+bl5McQElJSVxc3BNPPOHG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FqTOLUmVeAQCYXpjqCdHrDnfGfXGx07xoTMaM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\nuhfDEBoALh2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jhBCVVUABBC1dXVcXFx\n0dHRNpe3rddNkES8WSde0ODS2Njo8/mysvonj7w00+P0+hmkokiLViU5yOD1euvr65OSkkwm\nU5/bf8bmAgCrURsjkOqGU1dXBwAZGf3mPAjA6aXZ2wgNRZq0lPjqgNPpbG5uTktL0+l0ANDR\n57W7fARJxOhVUXhHY21tLUVR6elBM3UMQl5/f3ihKEItfEjZbLa2trasrCzWdLXb6e11+QiS\nsOhU0XoNzoFYU1Oj0WhSU1MBgEao2+l1ehmSgBi9GscWvaurq6uriz2LvTRzptft9TNGDRVn\n1mLauldXVxsMBqefyklPkN46jPb2dpvNNnPmTO6DN1546Xc/b5sMEvMBbmB+hPZ/PPfiyPOL\n09PT8/OxHUAAcnNzr7zySvxFwt9egO7o6Dh+/Pj/9V4oKCj8tlGpVNOmTeM+8vgd9616/x2c\n53oQY7GYSYqaOXPmF198EfJX1jKc/e8Q6/H//wO0goKCwlDmxx9/nDNnDvvfK1as4IZjuQH6\nt1qDVlBQUBiaTJw48ciRI+x/x8dLNCyIowRoBQUFhXOJ2WweO3bsOXmpyM2zFRQUFBT+qygB\nWkFBQWGIoiwSKigoKAxRlAxaQUFBYYiiBGgFBQWFIYoSoBUUFBSGKEqAVlBQUBiiKAFaQUFB\nYYiiBGgFBQWFIYoSoBUUFBSGKEqAVlBQUBiiKAFaQUFBYYiiBGgFBQWFIYoSoBUUFBSGKEqA\nVlBQUBiiKAFaQUFBYYiiBGgFBQWFIYoSoBUUFBSGKEqAVlBQUBiiKAFaQUFBYYiiBGgFBQWF\nIYoSoBUUFBSGKEqAVlBQUBiiKAFaQUFBYYiiBGgFBQWFIYoSoBUUFBSGKEqAVlBQUBiiKAFa\nQUFBYYiiBGgFBQWFIYoSoBUUFBSGKEqAVlBQUBiiKAFaQUFBYYiiBGgFBQWFIYoSoBUUFBSG\nKEqAVlBQUBiiKAFaQUFBYYiiBGgFBQWFIYoSoBUUFBSGKEqAVlBQUBiiKAFaQUFBYYiiBGgF\nBQWFIYoSoBUUFBSGKP8PIUWNTi0rYNcAAAAASUVORK5CYII=",
      "text/plain": [
       "Plot with title “”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Correlation\n",
    "sp500_px <- read.csv(\"../psds_data/sp500_data.csv\")\n",
    "sp500_sym <- read.csv(\"../psds_data/sp500_sectors.csv\",stringsAsFactors = FALSE)\n",
    "etfs <- sp500_px[row.names(sp500_px) > \"2012-07-01\", \n",
    "                           sp500_sym[sp500_sym$sector == \"etf\", 'symbol']]\n",
    "library(corrplot)\n",
    "corrplot(cor(etfs), method=\"ellipse\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T03:13:11.975612Z",
     "start_time": "2018-12-26T03:13:10.959Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "432693"
      ],
      "text/latex": [
       "432693"
      ],
      "text/markdown": [
       "432693"
      ],
      "text/plain": [
       "[1] 432693"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Hexagonal Binning\n",
    "kc_tax <- read.csv(\"../psds_data/kc_tax.csv\")\n",
    "kc_tax0 <- subset(kc_tax, TaxAssessedValue < 750000 & SqFtTotLiving>100 & SqFtTotLiving<3500)\n",
    "nrow(kc_tax0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T03:20:53.783606Z",
     "start_time": "2018-12-26T03:20:52.962Z"
    }
   },
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Yt3iSGTBxg2fvUrGxiIyG1fuHZ1qXb8gqcLa3NFfvPs+TB41knqRy70orfy2JS6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\n93DpgHu4dMA9XP8f2lTk+L9vr28AAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(kc_tax0, (aes(x=SqFtTotLiving, y=TaxAssessedValue))) + \n",
    "    stat_binhex(colour=\"white\")+\n",
    "    theme_bw()+\n",
    "    scale_fill_gradient(low=\"white\", high=\"black\")+\n",
    "    labs(x=\"Finished Square Feet\", y=\"Tax Assessed Value\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T03:14:53.501974Z",
     "start_time": "2018-12-26T03:14:34.909Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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LKtVo1UVzCdp4BbQG2CtvBtP2aq6x58sfxL5w6KNRe2rdtBJnSYlUnpsGvy0hLv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\nuSTAIpcEWOSSAItcEmCRSwIscv0fzHhLtdMAtc8AAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 这里如果直接做散点图的话会很混乱...[因为数据点太多了]\n",
    "plot(kc_tax0$SqFtTotLiving, kc_tax0$TaxAssessedValue)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T03:25:09.787383Z",
     "start_time": "2018-12-26T03:24:24.535Z"
    }
   },
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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e9v6Zy+vXR+fmpq8c7W+xeL6amh3rGetslZCzfg95bOw2dGT69s8/vXUldNRWV1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eDu2+qfv1F5R5HgLfWAuFZaXDur9D+Dby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\nnDQDUplnTJ08bf6clRtXrV+/79KeU6f27th1/PrePXK69y+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UKVOnjPs+0/+faOK0mfP+WrTqryVrtm/fuGja7NnzNuxcsXPnhmVL586d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\nDhUsc6hgmUMFy5z/AfXgDkcGyq59AAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Contours\n",
    "ggplot(kc_tax0, aes(SqFtTotLiving, TaxAssessedValue))+\n",
    "    theme_bw()+\n",
    "    geom_point(alpha=0.1)+\n",
    "    geom_density2d(colour=\"white\")+\n",
    "    labs(x=\"Finished Square Feet\", y=\"Tax Assessed Value\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T03:31:07.333544Z",
     "start_time": "2018-12-26T03:31:06.416Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "   Cell Contents \n",
       "|-------------------------|\n",
       "|                       N | \n",
       "|           N / Row Total | \n",
       "|-------------------------|\n",
       "\n",
       "=====================================================================\n",
       "                  lc_loans$status\n",
       "lc_loans$grade    Charged Off   Current   Fully Paid    Late    Total\n",
       "---------------------------------------------------------------------\n",
       "A                        1562     50051        20408     469    72490\n",
       "                        0.022     0.690        0.282   0.006    0.161\n",
       "---------------------------------------------------------------------\n",
       "B                        5302     93852        31160    2056   132370\n",
       "                        0.040     0.709        0.235   0.016    0.294\n",
       "---------------------------------------------------------------------\n",
       "C                        6023     88928        23147    2777   120875\n",
       "                        0.050     0.736        0.191   0.023    0.268\n",
       "---------------------------------------------------------------------\n",
       "D                        5007     53281        13681    2308    74277\n",
       "                        0.067     0.717        0.184   0.031    0.165\n",
       "---------------------------------------------------------------------\n",
       "E                        2842     24639         5949    1374    34804\n",
       "                        0.082     0.708        0.171   0.039    0.077\n",
       "---------------------------------------------------------------------\n",
       "F                        1526      8444         2328     606    12904\n",
       "                        0.118     0.654        0.180   0.047    0.029\n",
       "---------------------------------------------------------------------\n",
       "G                         409      1990          643     199     3241\n",
       "                        0.126     0.614        0.198   0.061    0.007\n",
       "---------------------------------------------------------------------\n",
       "Total                   22671    321185        97316    9789   450961\n",
       "====================================================================="
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# contingency\n",
    "library(descr)\n",
    "lc_loans <- read.csv(\"../psds_data/lc_loans.csv\")\n",
    "x_tab <- CrossTable(lc_loans$grade, lc_loans$status,\n",
    "                   prop.c=FALSE, prop.chisq=FALSE, prop.t=FALSE)\n",
    "x_tab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T03:40:33.657833Z",
     "start_time": "2018-12-26T03:40:33.339Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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TA7fN+xFXHA4m7BBjgzp21cnSGHuMAQ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\nE87/A0M2KpkZ+EXtAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "airline_stats <- read.csv(\"../psds_data/airline_stats.csv\",stringsAsFactors = FALSE)\n",
    "par(mar=c(4,4,0,0)+.1)\n",
    "boxplot(pct_carrier_delay ~ airline, data = airline_stats, \n",
    "        ylim=c(0,50), cex.axis=.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T03:47:32.831976Z",
     "start_time": "2018-12-26T03:47:32.128Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "“Removed 38 rows containing non-finite values (stat_ydensity).”Warning message:\n",
      "“Removed 38 rows containing non-finite values (stat_boxplot).”"
     ]
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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axS015dCowZ9TymqVKoRAOu/PpOuoK+a1xVaAHWYk90FGrpKlqJ43CTr9+0Qomz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\nHOb6Pz+T0lb9C9whAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data=airline_stats, aes(airline, pct_carrier_delay))+\n",
    "    ylim(0, 50)+\n",
    "    geom_violin(col=\"black\", alpha=0.8)+\n",
    "    geom_boxplot(col=\"gray\", alpha=0.5)+\n",
    "    labs(x=\"\", y=\"Daily % if Delayed Flights\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-26T03:59:19.354057Z",
     "start_time": "2018-12-26T03:59:18.505Z"
    }
   },
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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2wRR2TyZCvEIVEbP2estoYX9FFmBokqEqSx3bqKf0Iin3seLCwsloW1MNC5XO5X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GQPOg/B7+6A34WjX6NZJ3QdDJFHWTFsaUjLgSTi1E8w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vv23YsOHtt9/etGnTpk2bDAbDoEGDRo0a1a1bt9sSA/MAACAASURBVAYbn46Ojo5C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\n/ox/HE2zBgbwoxUGOpPJhEIh/5JdLBZLp9OHD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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(subset(kc_tax0, ZipCode %in% c(98188, 98105, 98108, 98126)),\n",
    "      aes(x=SqFtTotLiving, y=TaxAssessedValue))+\n",
    "    stat_binhex(colour=\"white\")+\n",
    "    theme_bw()+\n",
    "    scale_fill_gradient(low=\"white\", high=\"blue\")+\n",
    "    labs(x=\"Finished Square Feet\", y=\"Tax Assessed Value\")+\n",
    "    facet_wrap(\"ZipCode\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R 3.4",
   "language": "R",
   "name": "ir34"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.4.4"
  },
  "toc": {
   "nav_menu": {},
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "165px"
   },
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
